#open-source LLM

35 related articles

2026年6月8日·3 min

AI Agent Development Tutorial: A Practical Guide from Zero to One-Person Company

A systematic guide to AI Agent development covering the three-stage learning path, core tech stack including LLM, RAG, and LangChain, plus how to build a one-person company through automated Agent workflows.

Learning AI Agent Development from Scr…

2026年6月6日·3 min

Learning AI Agent Development from Scratch: A Beginner's Path and Monetization Guide

A comprehensive guide to AI Agent development for beginners, covering low-code platforms, LangChain framework, and monetization strategies for building and deploying intelligent agents.

AI Agent Global Variable Pool & Memory…

2026年6月6日·4 min

AI Agent Global Variable Pool & Memory Mechanisms: A Practical Guide to Workflow Node Data Passing

Deep dive into global variable pool design for AI Agent development, covering three memory types, variable scoping, node execution architecture, and placeholder variable replacement workflows.

2026年6月6日·2 min

LlamaFactory: A Comprehensive Guide to the Open-Source Framework for Unified Fine-Tuning of 100+ LLMs

Deep dive into LlamaFactory, an open-source unified fine-tuning framework supporting 100+ LLMs and VLMs with LoRA, QLoRA, RLHF methods, Web UI, 71K+ GitHub Stars, accepted at ACL 2024.

2026年6月6日·3 min

vLLM Deep Dive: How PagedAttention Enables High-Throughput LLM Inference

Deep dive into vLLM's core technologies for high-throughput LLM inference, including PagedAttention memory management, continuous batching, distributed deployment, and comparisons with TensorRT-LLM.

2026年6月4日·3 min

AI Bots Invade Social Platforms: From Spam Replies to Quote Tweets — A New Threat Emerges

AI bot replies have forced social media users to restrict interactions. Worse, bots now use Quote Tweets to bypass defenses. Analysis of AI pollution evolution and platform governance challenges.

2026年6月4日·3 min

Firebase AI Logic Security Updates: Template-Only Mode and Authentication Mode Explained

Deep dive into Firebase AI Logic's two major security updates: Template-only mode locks server-side prompts to prevent injection, and Authentication mode enforces identity verification to prevent API abuse.

2026年6月4日·4 min

OpenAI Swarm Framework Explained: The Core Mechanisms of Function Call and Handoff

Deep dive into OpenAI Swarm multi-agent orchestration framework, explaining Function Call tool invocation and Handoff task transfer mechanisms with local deployment guide.

Getting Started with RAG: What Is Retrieval-Augmented Generation and How Does It Solve LLM Hallucination?

Tutorials

2026年6月3日·2 min

Getting Started with RAG: What Is Retrieval-Augmented Generation and How Does It Solve LLM Hallucination?

RAG (Retrieval-Augmented Generation) is the core solution for LLM hallucination. Learn RAG concepts, how it works, three causes of hallucination, and the complete learning path from basics to Knowledge Graph RAG.

Ollama Getting Started Guide: The Best Tool for Locally Deploying Open-Source LLMs

Tutorials

2026年6月3日·2 min

Ollama Getting Started Guide: The Best Tool for Locally Deploying Open-Source LLMs

A detailed guide to Ollama's core features: free open-source local LLM management with cross-platform support, intelligent GPU/CPU scheduling, and API integration for running DeepSeek and other open-source models locally at zero cost.

Ollama Local LLM Deployment: From Installation to Conversation in Three Steps

Tutorials

2026年6月3日·2 min

Ollama Local LLM Deployment: From Installation to Conversation in Three Steps

Learn how to deploy LLMs locally with Ollama in three simple steps: install, choose a model, and run. No coding required, supports offline use, and completely free.

MCP (Model Context Protocol): Solving the Three Core Pain Points of AI Tool Calling

Deep Dives

2026年6月3日·3 min

MCP (Model Context Protocol): Solving the Three Core Pain Points of AI Tool Calling

Deep dive into how MCP (Model Context Protocol) solves three core pain points of Tool Calling: verbose descriptions, unstable invocations, and lack of unified standards.

Gemma 4 Complete Guide: The Apache 2.0 Open-Source Agent Powerhouse

Tutorials

2026年6月3日·2 min

Gemma 4 Complete Guide: The Apache 2.0 Open-Source Agent Powerhouse

In-depth analysis of Google's Gemma 4 open-source models: 31B, 26B MOE, and 14B/12B benchmarks, deployment guides for all platforms, and MS-Swift fine-tuning tutorial for building local Agent workflows.

AI Agents for Auto-Generating Excel Test Cases: From Setup to Private Deployment — A Complete Guide

Tutorials

2026年6月3日·4 min

AI Agents for Auto-Generating Excel Test Cases: From Setup to Private Deployment — A Complete Guide

Learn how to use AI agents to auto-generate Excel test cases. Covers Coze platform setup, Dify private deployment with DeepSeek + Ollama, workflow design tips, and prompt engineering for testers.

Tutorials

2026年6月3日·3 min

Dify Local Deployment Tutorial: Setting Up an AI Development Platform from Scratch with BT Panel + Docker

Step-by-step tutorial on deploying Dify locally using VMware, Ubuntu, BT Panel, and Docker. Covers environment setup, common error fixes, and next steps for building AI apps.

Claude Code Agent Architecture Source Code Deep Dive: Agent Loop and Tool System in Practice

Tutorials

2026年6月3日·4 min

Claude Code Agent Architecture Source Code Deep Dive: Agent Loop and Tool System in Practice

Deep dive into Claude Code's four core agent modules: system prompt, Agent Loop, tool system, and memory mechanism. Build a Mini Claude Code from scratch in TypeScript.

Essential Skills for LLM Engineers: A Complete Guide to Application Development and Fine-Tuning

Tutorials

2026年6月2日·1 min

Essential Skills for LLM Engineers: A Complete Guide to Application Development and Fine-Tuning

A systematic guide to LLM engineer core skills covering RAG, Agent app development and SFT, RLHF fine-tuning, with clear learning paths for different backgrounds.

Deep Dive into Claude Code's Agent Architecture: From Principles to Minimal Implementation

Tutorials

2026年6月2日·4 min

Deep Dive into Claude Code's Agent Architecture: From Principles to Minimal Implementation

Deep analysis of Claude Code's four core agent modules: Agent Loop, Tool System, Skills, and Memory, with a TypeScript minimal implementation guide for frontend engineers transitioning to AI development.

Complete Guide to Connecting Codex with DeepSeek V4: API Configuration & Plugin Unlock

Tutorials

2026年6月2日·3 min

Complete Guide to Connecting Codex with DeepSeek V4: API Configuration & Plugin Unlock

Complete guide to connecting Codex with DeepSeek V4 via CC Switch relay, including API Key setup, channel configuration, and plugin unlock steps for cost-effective AI programming.

Java Developers Transitioning to AI Engineers: New Interview Trends and Learning Roadmap

Tutorials

2026年6月2日·3 min

Java Developers Transitioning to AI Engineers: New Interview Trends and Learning Roadmap

Deep analysis of interview trends for Java developers transitioning to AI engineers, covering LLM integration, RAG, Spring AI framework practice, with a complete learning roadmap.